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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 10: AAAI-22 Technical Tracks 10

Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation

February 1, 2023

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Authors

Poorav Desai

Indraprastha Institute of Information Technology, Delhi (IIIT Delhi), India


Tanmoy Chakraborty

Indraprastha Institute of Information Technology, Delhi (IIIT Delhi), India


Md Shad Akhtar

Indraprastha Institute of Information Technology, Delhi (IIIT Delhi), India


DOI:

10.1609/aaai.v36i10.21300


Abstract:

Sarcasm is a pervading linguistic phenomenon and highly challenging to explain due to its subjectivity, lack of context and deeply-felt opinion. In the multimodal setup, sarcasm is conveyed through the incongruity between the text and visual entities. Although recent approaches deal with sarcasm as a classification problem, it is unclear why an online post is identified as sarcastic. Without proper explanation, end users may not be able to perceive the underlying sense of irony. In this paper, we propose a novel problem -- Multimodal Sarcasm Explanation (MuSE) -- given a multimodal sarcastic post containing an image and a caption, we aim to generate a natural language explanation to reveal the intended sarcasm. To this end, we develop MORE, a new dataset with explanation of 3510 sarcastic multimodal posts. Each explanation is a natural language (English) sentence describing the hidden irony. We benchmark MORE by employing a multimodal Transformer-based architecture. It incorporates a cross-modal attention in the Transformer's encoder which attends to the distinguishing features between the two modalities. Subsequently, a BART-based auto-regressive decoder is used as the generator. Empirical results demonstrate convincing results over various baselines (adopted for MuSE) across five evaluation metrics. We also conduct human evaluation on predictions and obtain Fleiss' Kappa score of 0.4 as a fair agreement among 25 evaluators.

Topics: AAAI

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HOW TO CITE:

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation Proceedings of the AAAI Conference on Artificial Intelligence (2022) 10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation AAAI 2022, 10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar (2022). Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation. Proceedings of the AAAI Conference on Artificial Intelligence, 10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. 2022. Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation. "Proceedings of the AAAI Conference on Artificial Intelligence". 10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. (2022) "Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation", Proceedings of the AAAI Conference on Artificial Intelligence, p.10563-10571

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar, "Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation", AAAI, p.10563-10571, 2022.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. "Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. "Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 10563-10571.

Poorav Desai||Tanmoy Chakraborty||Md Shad Akhtar. Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation. AAAI[Internet]. 2022[cited 2023]; 10563-10571.


ISSN: 2374-3468


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